Real ChatGPT answer · index seedzGNEy6QS2rAcompleteMarketing and advertising · AI search and generative engine optimizationlocal

I need to sign up for a service that monitors competitor brand sentiment and citation frequency across all major AI search engines.

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need to sign up for a service that monitors competitor brand sentiment and citation frequency across all major AI search engines.
1 real search · 1 real-search pass
AI search visibility monitoring competitor brand sentiment citation tracking platforms 2026Google ↗
OBSERVEDComparison

Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.

Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

ChatGPT real searches (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
AI search visibility monitoring competitor brand sentiment citation tracking platforms 2026 Google ↗
  1. Visit Astiva and get started · astiva.ai
  2. Visit Profound · tryprofound.com
  3. Best AI search monitoring tools for 2026 · technologyadvice.com
  4. Try Hi, Moose · himoose.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
AI search visibility monitoring competitor brand sentiment citation tracking platforms 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1